The majority of the covariates are individual- and area-level confounders, although some covariates (such as year and region) were included to account for temporal and, to some extent, spatial variation in outcomes
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Global E-cigarette And Vape Market Dynamics Market Drivers Rising health concerns drive consumers toward tobacco alternatives Increasing awareness of smoke-free products boosts e-cigarette demand Advancements in flavor customization enhance user experience Supportive regulatory changes favoring reduced-risk products promote market growth Market Restraints Strict government regulations on e-cigarette advertising Health risks and concerns over long-term effects create consumer hesitation High product costs reduce accessibility in price-sensitive regions Market Opportunities Growing popularity among younger demographics Expanding distribution networks increase product availability globally Rising acceptance of cannabis-based vaping products broadens the market scope E-cigarette And Vape Market Report Coverage E-cigarette And Vape Market Insights The growing choice for less harmful alternatives to traditional smoking is a major driver of the e-cigarette and vape sector